Hujun Yin · David Camacho · Peter Tino · Antonio J. Tallón-Ballesteros · Ronaldo Menezes · Richard Allmendinger (Eds.) Intelligent Data Engineering and 2 7 8 Automated Learning – 1 1 S C IDEAL 2019 N L 20th International Conference Manchester, UK, November 14–16, 2019 Proceedings, Part II Lecture Notes in Computer Science 11872 Founding Editors Gerhard Goos Karlsruhe Institute of Technology, Karlsruhe, Germany Juris Hartmanis Cornell University, Ithaca, NY, USA Editorial Board Members Elisa Bertino Purdue University, West Lafayette, IN, USA Wen Gao Peking University, Beijing, China Bernhard Steffen TU Dortmund University, Dortmund, Germany Gerhard Woeginger RWTH Aachen, Aachen, Germany Moti Yung Columbia University, New York, NY, USA More information about this series at http://www.springer.com/series/7409 Hujun Yin David Camacho (cid:129) (cid:129) ó Peter Tino Antonio J. Tall n-Ballesteros (cid:129) (cid:129) Ronaldo Menezes Richard Allmendinger (Eds.) (cid:129) Intelligent Data Engineering and – Automated Learning IDEAL 2019 20th International Conference – Manchester, UK, November 14 16, 2019 Proceedings, Part II 123 Editors HujunYin DavidCamacho University of Manchester Technical University of Madrid Manchester, UK Madrid,Spain PeterTino AntonioJ.Tallón-Ballesteros University of Birmingham University of Huelva Birmingham, UK Huelva,Spain RonaldoMenezes Richard Allmendinger University of Exeter University of Manchester Exeter, UK Manchester, UK ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Computer Science ISBN 978-3-030-33616-5 ISBN978-3-030-33617-2 (eBook) https://doi.org/10.1007/978-3-030-33617-2 LNCSSublibrary:SL3–InformationSystemsandApplications,incl.Internet/Web,andHCI ©SpringerNatureSwitzerlandAG2019 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. 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ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface This year saw the 20th edition of the International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2019), held for the second time in Manchester,UK–thebirthplaceofoneoftheworld’sfirstelectroniccomputersaswell as artificial intelligence (AI) marked by Alan Turing’s seminal and pioneering work. The IDEAL conference has been serving its unwavering role in data analytics and machine learning for the last 20 years. It strives to provide an ideal platform for the scientific communities and researchers from near and far to exchange latest findings, disseminate cutting-edge results, and to forge alliances on tackling many real-world challenging problems. The core themes of the IDEAL 2019 include big data challenges, machine learning, data mining, information retrieval and management, bio-/neuro-informatics, bio-inspired models (including neural networks, evolutionary computation,andswarmintelligence),agentsandhybridintelligentsystems,real-world applications of intelligent techniques, and AI. In total, 149 submissions were received and subsequently underwent rigorous peer reviewsbytheProgramCommitteemembersandexperts.Onlythepapersjudgedtobe of the highest quality and novelty were accepted and included in the proceedings. These volumes contain 94 papers (58 for the main track and 36 for special sessions) accepted and presented at IDEAL 2019, held during November 14–16, 2019, at the University of Manchester, Manchester, UK. These papers provided a timely snapshot of the latest topics and advances in data analytics and machine learning, from methodologies, frameworks, and algorithms to applications. IDEAL 2019 enjoyed outstandingkeynotesfromleadersinthefield,ThomasBäckofLeidenUniversityand Damien Coyle of University of Ulster, and an inspiring tutorial from Peter Tino of University of Birmingham. IDEAL2019washostedbytheUniversityManchesterandwasco-sponsoredbythe Alan Turing Institute and Manchester City Council. It was also technically co-sponsoredbytheIEEEComputationalIntelligenceSocietyUKandIrelandChapter. We would like to thank our sponsors for their financial and technical support. We would also like to thank all the people who devoted so much time and effort to the successful running of the conference, in particular the members of the Program Committeeandreviewers,organizersofthespecialsessions,aswellastheauthorswho contributed to the conference. We are also very grateful to the hard work by the local Organizing Committee at the University of Manchester, in particular, Yao Peng and vi Preface Jingwen Su for checking through all the camera-ready files. Continued support, sponsorship, and collaboration from Springer LNCS are also greatly appreciated. September 2019 Hujun Yin David Camacho Peter Tino Antonio J. Tallón-Ballesteros Ronaldo Menezes Richard Allmendinger Organization General Chairs Hujun Yin University of Manchester, UK David Camacho Universidad Politecnica de Madrid, Spain Peter Tino University of Birmingham, UK Programme Co-chairs Hujun Yin University of Manchester, UK David Camacho Universidad Politecnica de Madrid, Spain Antonio University of Huelva, Spain J. Tallón-Ballesteros Peter Tino University of Birmingham, UK Ronaldo Menezes University of Exeter, UK Richard Allmendinger University of Manchester, UK International Advisory Committee Lei Xu ChineseUniversityofHongKong,HongKong,China, and Shanghai Jiaotong University, China Yaser Abu-Mostafa CALTECH, USA Shun-ichi Amari RIKEN, Japan Michael Dempster University of Cambridge, UK Francisco Herrera Autonomous University of Madrid, Spain Nick Jennings University of Southampton, UK Soo-Young Lee KAIST, South Korea Erkki Oja Helsinki University of Technology, Finland Latit M. Patnaik Indian Institute of Science, India Burkhard Rost Columbia University, USA Xin Yao Southern University of Science and Technology, China, and University of Birmingham, UK Steering Committee Hujun Yin (Chair) University of Manchester, UK Laiwan Chan (Chair) Chinese University of Hong Kong, Hong Kong, China Guilherme Barreto Federal University of Ceará, Brazil Yiu-ming Cheung Hong Kong Baptist University, Hong Kong, China Emilio Corchado University of Salamanca, Spain Jose A. Costa Federal University of Rio Grande do Norte, Brazil Marc van Hulle KU Leuven, Belgium viii Organization Samuel Kaski Aalto University, Finland John Keane University of Manchester, UK Jimmy Lee Chinese University of Hong Kong, Hong Kong, China Malik Magdon-Ismail Rensselaer Polytechnic Institute, USA Peter Tino University of Birmingham, UK Zheng Rong Yang University of Exeter, UK Ning Zhong Maebashi Institute of Technology, Japan Publicity Co-chairs/Liaisons Jose A. Costa Federal University of Rio Grande do Norte, Brazil Bin Li UniversityofScienceandTechnologyofChina,China Yimin Wen Guilin University of Electronic Technology, China Local Organizing Committee Hujun Yin Richard Allmendinger Richard Hankins Yao Peng Ananya Gupta Jingwen Su Mengyu Liu Program Committee Ajith Abraham Josep Carmona Jesus Alcala-Fdez Mercedes Carnero Richardo Aler Carlos Carrascosa Davide Anguita Andre de Carvalho Anastassia Angelopoulou Joao Carvalho Ángel Arcos-Vargas Pedro Castillo Romis Attux Luís Cavique Martin Atzmueller Darryl Charles Dariusz Barbucha Richard Chbeir Mahmoud Barhamgi Songcan Chen Bruno Baruque Xiaohong Chen Carmelo Bastos Filho Sung-Bae Cho Lordes Borrajo Stelvio Cimato Zoran Bosnic Manuel Jesus Cobo Martin Vicent Botti Leandro Coelho Edyta Brzychczy Carlos Coello Coello Fernando Buarque Roberto Confalonieri Andrea Burattin Rafael Corchuelo Robert Burduk Francesco Corona Aleksander Byrski Nuno Correia Heloisa Camargo Luís Correia Organization ix Paulo Cortez Álvaro Herrero Jose Alfredo F. Costa J. Michael Herrmann Carlos Cotta Ignacio Hidalgo Raúl Cruz-Barbosa James Hogan Alfredo Cuzzocrea Jaakko Hollmén Bogusław Cyganek Wei-Chiang Samuelson Hong Ireneusz Czarnowski Vahid Jalali Ernesto Damiani Dariusz Jankowski Amit Kumar Das Piotr Jedrzejowicz Bernard De Baets Vicente Julian Javier Del Ser Rushed Kanawati Boris Delibašić Mario Koeppen Fernando Díaz Mirosław Kordos Juan Manuel Dodero Marcin Korzeń Jose Dorronsoro Dariusz Krol Dinu Dragan Pawel Ksieniewics Gérard Dreyfus Raul Lara-Cabrera Jochen Einbeck Bin Li Florentino Fdez-Riverola Lei Liu Joaquim Filipe Wenjian Luo Juan J. Flores José F. Martínez-Trinidad Simon James Fong Giancarlo Mauri Pawel Forczmanski Cristian Mihaescu Giancarlo Fortino Boris Mirkin Felipe M. G. França José M. Molina Dariusz Frejlichowski João Mp Cardoso Hamido Fujita Grzegorz J. Nalepa Marcus Gallagher Valery Naranjo Yang Gao Susana Nascimento Salvador Garcia Tim Nattkemper Pablo García Sánchez Antonio Neme Luis Javier Garcia Villalba Rui Neves Madeira María José Ginzo Villamayor Ngoc-Thanh Nguyen Fernando Gomide Paulo Novais Antonio Gonzalez-Pardo Fernando Nuñez Anna Gorawska Ivan Olier-Caparroso Marcin Gorawski Eva Onaindia Juan Manuel Górriz Sandra Ortega-Martorell Manuel Graña Vasile Palade Maciej Grzenda Jose Palma Jerzy Grzymala-Busse Juan Pavón Pedro Antonio Gutierrez Yao Peng Barbara Hammer Carlos Pereira Julia Handl Barbara Pes Richard Hankins Marco Platzner Ioannis Hatzilygeroudis Paulo Quaresma